Experimental Design with PlanOut

Outline

• A simple A/B test
• How PlanOut works
• Recipes:
  • Factorial designs
  • Cluster-randomized experiments
  • Experiments with multiple units

Loading up PlanOut

This imports basic operators for doing random assignment and SimpleExperiment, the base class for logging

%pylab inline
from planout.ops.random import *
from planout.experiment import SimpleExperiment
import pandas as pd

Populating the interactive namespace from numpy and matplotlib

Anatomy of a simple A/B test

• Define new experiments by subclassing SimpleExperiment
• Implement logic in assign() method.
• Use params object to perform random assignments

class VotingExperiment(SimpleExperiment):
  def assign(self, params, userid):
    params.button_text = UniformChoice(
      choices=["I'm a voter", "I'm voting"],
      unit=userid
    )

Using PlanOut

Get randomized assignments for input units by creating instances of the class.

e = VotingExperiment(userid=212)
print e.get('button_text')

INFO:VotingExperiment:{"inputs": {"userid": 212}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

I'm voting

Using PlanOut

Here are the assignments for 10 userids.

for i in xrange(10):
    e = VotingExperiment(userid=i)
    print "user %s sees: %s" % (i, e.get('button_text'))

INFO:VotingExperiment:{"inputs": {"userid": 0}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 3}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 4}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 5}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 6}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 7}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 8}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 9}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

user 0 sees: I'm a voter
user 1 sees: I'm a voter
user 2 sees: I'm voting
user 3 sees: I'm voting
user 4 sees: I'm voting
user 5 sees: I'm voting
user 6 sees: I'm a voter
user 7 sees: I'm a voter
user 8 sees: I'm voting
user 9 sees: I'm a voter

To check to see that the experiment is doing what we expect it to, we can simulate assignments for many userids and construct a dataframe with all of the assignments:

e.get_params()

{'button_text': "I'm a voter"}

sim_users = [VotingExperiment(userid=i).get_params() for i in xrange(10000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['button_text']).size()

INFO:VotingExperiment:{"inputs": {"userid": 0}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 3}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 4}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 5}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 6}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 7}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 8}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 9}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 10}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 11}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 12}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 13}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 14}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 15}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 16}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 17}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 18}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 19}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 20}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 21}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 22}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 23}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 24}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 25}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 26}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 27}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 28}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 29}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 30}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 31}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 32}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 33}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 34}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 35}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 36}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 37}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 38}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 39}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 40}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 41}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 42}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 43}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 44}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 45}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 46}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 47}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 48}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 49}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 50}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 51}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 52}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 53}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 54}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 55}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 56}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 57}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 58}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 59}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 60}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 61}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 62}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 63}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 64}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 65}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 66}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 67}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 68}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 69}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 70}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 71}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 72}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 73}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 74}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 75}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 76}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 77}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 78}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 79}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 80}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 81}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 82}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 83}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 84}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 85}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 86}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 87}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 88}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 89}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 90}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 91}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 92}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 93}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 94}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 95}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 96}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 97}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 98}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 99}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 100}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 101}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 102}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 103}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 104}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126765, "salt": "VotingExperiment", "event": "exposure"}

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INFO:VotingExperiment:{"inputs": {"userid": 2451}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2452}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

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INFO:VotingExperiment:{"inputs": {"userid": 2455}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2456}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2457}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2458}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2459}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2460}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2461}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

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INFO:VotingExperiment:{"inputs": {"userid": 2463}, "name": "VotingExperiment", "params": {"button_text": "I'm voting"}, "time": 1432126766, "salt": "VotingExperiment", "event": "exposure"}

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How random assignment works in PlanOut

• PlanOut uses deterministic hashing to perform random assignments
• Unless otherwise specified, all random assignments are independent.
• Ensures that:
  • The same units (e.g., user ids) get mapped to different values for different experiments or parameters.
  • Assignments are as good as random.

Underneath the hood

PlanOut computes a hash that looks like:

  f(SHA1(experiment_name.parameter_name.unit_id))

So that:

class RandomExample1(SimpleExperiment):
  def assign(self, params, userid):
    params.x = UniformChoice(choices=[0, 1], unit=userid)
    params.y = UniformChoice(choices=['a','b'], unit=userid)

uses a hash like:

  SHA1(RandomExample1.x.4) % 2

to select the value for x when the given userid is 4.

Parameter-level salts

class RandomExample1(SimpleExperiment):
  def assign(self, params, userid):
    params.x = UniformChoice(choices=[0, 1], unit=userid)
    params.y = UniformChoice(choices=['a','b'], unit=userid)
    
sim_users = [RandomExample1(userid=i).get_params() for i in xrange(2000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['x', 'y']).size()

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INFO:RandomExample1:{"inputs": {"userid": 3}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126801, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 4}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126801, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 5}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126801, "salt": "RandomExample1", "event": "exposure"}

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INFO:RandomExample1:{"inputs": {"userid": 9}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126801, "salt": "RandomExample1", "event": "exposure"}

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INFO:RandomExample1:{"inputs": {"userid": 13}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126801, "salt": "RandomExample1", "event": "exposure"}

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INFO:RandomExample1:{"inputs": {"userid": 1915}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1916}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1917}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1918}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1919}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1920}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1921}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1922}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1923}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1924}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1925}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1926}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1927}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1928}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1929}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1930}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1931}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1932}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1933}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1934}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1935}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1936}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1937}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1938}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1939}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1940}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1941}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1942}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1943}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1944}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1945}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1946}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1947}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1948}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1949}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1950}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1951}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1952}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1953}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1954}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1955}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1956}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1957}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1958}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1959}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1960}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1961}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1962}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1963}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1964}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1965}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1966}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1967}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1968}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1969}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1970}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1971}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1972}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1973}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1974}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1975}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1976}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1977}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1978}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1979}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1980}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1981}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1982}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1983}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1984}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1985}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1986}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1987}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1988}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1989}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1990}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1991}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1992}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1993}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1994}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1995}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1996}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1997}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1998}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1999}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126802, "salt": "RandomExample1", "event": "exposure"}

x  y
0  a    494
   b    518
1  a    478
   b    510
dtype: int64

Automatic salting

PlanOut implicitly uses parameter name as salt:

class RandomExample1(SimpleExperiment):
  def assign(self, params, userid):
    params.x = UniformChoice(choices=[0, 1], unit=userid, salt='x')
    params.y = UniformChoice(choices=['a','b'], unit=userid, salt='y')
    
sim_users = [RandomExample1(userid=i).get_params() for i in xrange(2000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['x', 'y']).size()

INFO:RandomExample1:{"inputs": {"userid": 0}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 3}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 4}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 5}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 6}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 7}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 8}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 9}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 10}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 11}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 12}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 13}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 14}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 15}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 16}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 17}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 18}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 19}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 20}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 21}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 22}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 23}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 24}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 25}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 26}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 27}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 28}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 29}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 30}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 31}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 32}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 33}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 34}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 35}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 36}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 37}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 38}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 39}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 40}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 41}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126803, "salt": "RandomExample1", "event": "exposure"}

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INFO:RandomExample1:{"inputs": {"userid": 1992}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126804, "salt": "RandomExample1", "event": "exposure"}

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INFO:RandomExample1:{"inputs": {"userid": 1994}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126804, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1995}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126804, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1996}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126804, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1997}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126804, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1998}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126804, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1999}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126804, "salt": "RandomExample1", "event": "exposure"}

x  y
0  a    494
   b    518
1  a    478
   b    510
dtype: int64

Changing the salts change the assignments:

class RandomExample1(SimpleExperiment):
  def assign(self, params, userid):
    params.x = UniformChoice(choices=[0, 1], unit=userid, salt='x2')
    params.y = UniformChoice(choices=['a','b'], unit=userid, salt='y2')
    
sim_users = [RandomExample1(userid=i).get_params() for i in xrange(2000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['x', 'y']).size()

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INFO:RandomExample1:{"inputs": {"userid": 1961}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1962}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1963}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1964}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1965}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1966}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1967}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1968}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1969}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1970}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1971}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1972}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1973}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1974}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1975}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1976}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1977}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1978}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1979}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1980}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1981}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1982}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1983}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1984}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1985}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1986}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1987}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1988}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1989}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1990}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1991}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1992}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1993}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1994}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1995}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1996}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1997}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1998}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1999}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126805, "salt": "RandomExample1", "event": "exposure"}

x  y
0  a    475
   b    518
1  a    518
   b    489
dtype: int64

Correlated assignments

• Parameters with the same salt will have correlated assignments.

class RandomExample1(SimpleExperiment):
  def assign(self, params, userid):
    params.x = UniformChoice(choices=[0, 1], unit=userid, salt='x')
    params.y = UniformChoice(choices=['a','b'], unit=userid, salt='x')
    
sim_users = [RandomExample1(userid=i).get_params() for i in xrange(2000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['x', 'y']).size()

INFO:RandomExample1:{"inputs": {"userid": 0}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 1}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 3}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 4}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 5}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 6}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 7}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 8}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 9}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 10}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 11}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 12}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 13}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 14}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 15}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 16}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 17}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 18}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 19}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 20}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 21}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 22}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 23}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 24}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 25}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 26}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 27}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 28}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 29}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 30}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 31}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 32}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 33}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 34}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 35}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 36}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 37}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 38}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 39}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 40}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 41}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 42}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 43}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 44}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 45}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 46}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 47}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 48}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 49}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 50}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 51}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 52}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 53}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 54}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 55}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 56}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 57}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 58}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 59}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 60}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 61}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 62}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 63}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 64}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 65}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 66}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 67}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 68}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 69}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 70}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 71}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 72}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 73}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

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INFO:RandomExample1:{"inputs": {"userid": 83}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 84}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 85}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 86}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 87}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126806, "salt": "RandomExample1", "event": "exposure"}

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x  y
0  a    1012
1  b     988
dtype: int64

Experiment-level salts

• Using experiment name in salt ensures indepence between experiments
• By default, experiment class names are used as experiment-level salts

class RandomExample1(SimpleExperiment):
  def assign(self, params, userid):
    params.x = UniformChoice(choices=[0, 1], unit=userid)
    params.y = UniformChoice(choices=['a','b'], unit=userid)
    
class RandomExample2(SimpleExperiment):
  def assign(self, params, userid):
    params.x = UniformChoice(choices=[4, 8], unit=userid)
    params.y = UniformChoice(choices=['m','n'], unit=userid)

sim_users = [RandomExample1(userid=i).get_params() for i in xrange(4000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['x', 'y']).size()

sim_users = [RandomExample2(userid=i).get_params() for i in xrange(4000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['x', 'y']).size()

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INFO:RandomExample1:{"inputs": {"userid": 2389}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2390}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2391}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2392}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2393}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2394}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2395}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2396}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2397}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2398}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2399}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2400}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2401}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2402}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2403}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2404}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2405}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2406}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2407}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2408}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2409}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2410}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2411}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2412}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2413}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2414}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2415}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2416}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2417}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2418}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2419}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2420}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2421}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2422}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2423}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2424}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2425}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2426}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2427}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2428}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2429}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2430}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2431}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2432}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2433}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2434}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2435}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2436}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2437}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2438}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2439}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2440}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2441}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2442}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2443}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2444}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2445}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2446}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2447}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2448}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2449}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2450}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2451}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2452}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2453}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2454}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2455}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2456}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2457}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2458}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2459}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2460}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2461}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2462}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2463}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2464}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2465}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2466}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2467}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2468}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2469}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2470}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2471}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2472}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2473}, "name": "RandomExample1", "params": {"y": "a", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2474}, "name": "RandomExample1", "params": {"y": "a", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2475}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2476}, "name": "RandomExample1", "params": {"y": "b", "x": 0}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2477}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

INFO:RandomExample1:{"inputs": {"userid": 2478}, "name": "RandomExample1", "params": {"y": "b", "x": 1}, "time": 1432126810, "salt": "RandomExample1", "event": "exposure"}

Custom experiment-level salts

class RandomExample1(SimpleExperiment):
  def setup(self):
        self.salt = 'RandomExample2'

  def assign(self, params, userid):
    params.x = UniformChoice(choices=[0, 1], unit=userid)
    params.y = UniformChoice(choices=['a','b'], unit=userid)

sim_users = [RandomExample2(userid=i).get_params() for i in xrange(4000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['x', 'y']).agg(len)

INFO:RandomExample2:{"inputs": {"userid": 0}, "name": "RandomExample2", "params": {"y": "m", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 1}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 2}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 3}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 4}, "name": "RandomExample2", "params": {"y": "m", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 5}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 6}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 7}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 8}, "name": "RandomExample2", "params": {"y": "m", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 9}, "name": "RandomExample2", "params": {"y": "n", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 10}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 11}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 12}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 13}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 14}, "name": "RandomExample2", "params": {"y": "n", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 15}, "name": "RandomExample2", "params": {"y": "n", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 16}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 17}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 18}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 19}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 20}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 21}, "name": "RandomExample2", "params": {"y": "n", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 22}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 23}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 24}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 25}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 26}, "name": "RandomExample2", "params": {"y": "m", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 27}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 28}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 29}, "name": "RandomExample2", "params": {"y": "n", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 30}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 31}, "name": "RandomExample2", "params": {"y": "m", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 32}, "name": "RandomExample2", "params": {"y": "n", "x": 8}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 33}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126843, "salt": "RandomExample2", "event": "exposure"}

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INFO:RandomExample2:{"inputs": {"userid": 2989}, "name": "RandomExample2", "params": {"y": "n", "x": 4}, "time": 1432126845, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 2990}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126845, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 2991}, "name": "RandomExample2", "params": {"y": "m", "x": 8}, "time": 1432126845, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 2992}, "name": "RandomExample2", "params": {"y": "n", "x": 8}, "time": 1432126845, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 2993}, "name": "RandomExample2", "params": {"y": "n", "x": 8}, "time": 1432126845, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 2994}, "name": "RandomExample2", "params": {"y": "n", "x": 8}, "time": 1432126845, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 2995}, "name": "RandomExample2", "params": {"y": "m", "x": 4}, "time": 1432126845, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 2996}, "name": "RandomExample2", "params": {"y": "m", "x": 8}, "time": 1432126845, "salt": "RandomExample2", "event": "exposure"}

INFO:RandomExample2:{"inputs": {"userid": 2997}, "name": "RandomExample2", "params": {"y": "m", "x": 8}, "time": 1432126845, "salt": "RandomExample2", "event": "exposure"}

Random assignment with multiple units

• When multiple units are used, units are concatinated,
• e.g., if userid=4 and url='http://news.ycombinator.com', the hash would be:

    f(SHA1('RandomExperiment1.show_thumbnail.6.http://news.ycombinator.com'))

class RandomExample1(SimpleExperiment):
  def assign(self, params, userid, url):
    params.show_thumbnail = BernoulliTrial(p=0.15, unit=[userid, url])

RandomExample1(userid=6, url='http://news.ycombinator.com').get('show_thumbnail')

INFO:RandomExample1:{"inputs": {"url": "http://news.ycombinator.com", "userid": 6}, "name": "RandomExample1", "params": {"show_thumbnail": 0}, "time": 1432126876, "salt": "RandomExample1", "event": "exposure"}

0

Order matters

class RandomExample1(SimpleExperiment):
  def assign(self, params, userid, url):
    params.show_thumbnail = BernoulliTrial(p=0.15, unit=[url, userid])

RandomExample1(userid=6, url='http://news.ycombinator.com').get('show_thumbnail')

INFO:RandomExample1:{"inputs": {"url": "http://news.ycombinator.com", "userid": 6}, "name": "RandomExample1", "params": {"show_thumbnail": 1}, "time": 1432126876, "salt": "RandomExample1", "event": "exposure"}

1

Recipes for experimental designs

Factorial designs

Parameter assignments (by default) are performed independently, so a 2x2 design can be constructed simply by setting another parameter.

class VotingExperiment(SimpleExperiment):
  def assign(self, params, userid):
    params.button_text = UniformChoice(
      choices=["I'm a voter", "I'm voting"],
      unit=userid
    )
    params.has_social_cues = UniformChoice(
      choices=[1, 0],
      unit=userid
    )

A few examples of assignments produced by the data...

sim_users = [VotingExperiment(userid=i).get_params() for i in xrange(10000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments[:5]

INFO:VotingExperiment:{"inputs": {"userid": 0}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 3}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 4}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 5}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 6}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 7}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 8}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 9}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 10}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 11}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 12}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 13}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 14}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 15}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 16}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 17}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 18}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 19}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 20}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 21}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 22}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 23}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 24}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 25}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 26}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 27}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 28}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 29}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 30}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 31}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 32}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 33}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 34}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 35}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 36}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 37}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 38}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 39}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 40}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 41}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 42}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 43}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 44}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 45}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 46}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 47}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 48}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 49}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 50}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 51}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 52}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 53}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 54}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 55}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 56}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 57}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 58}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 59}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 60}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 61}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 62}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 63}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 64}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 65}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 66}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 67}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 68}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 69}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 70}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 71}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 72}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 73}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 74}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 75}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 76}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 77}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 78}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 79}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 80}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 81}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 82}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 83}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 84}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 85}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 86}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 87}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 88}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 89}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126876, "salt": "VotingExperiment", "event": "exposure"}

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INFO:VotingExperiment:{"inputs": {"userid": 2433}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2434}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2435}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2436}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2437}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2438}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2439}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2440}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2441}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2442}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2443}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2444}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2445}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2446}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2447}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2448}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2449}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2450}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2451}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2452}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2453}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2454}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2455}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2456}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2457}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2458}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2459}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2460}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2461}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2462}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2463}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2464}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2465}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2466}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2467}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2468}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2469}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2470}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2471}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2472}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2473}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2474}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2475}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2476}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2477}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2478}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2479}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2480}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2481}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2482}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2483}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2484}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126878, "salt": "VotingExperiment", "event": "exposure"}

Crosstabs:

print assignments.groupby(['button_text', 'has_social_cues']).size()

button_text  has_social_cues
I'm a voter  0                  2488
             1                  2471
I'm voting   0                  2581
             1                  2460
dtype: int64

Unequal probability assignment with WeightedChoice

The WeightedChoice operator lets you select choices with different probabilities.

class VotingExperiment(SimpleExperiment):
  def assign(self, params, userid):
    params.button_text = UniformChoice(
      choices=["I'm a voter", "I'm voting"],
      unit=userid
    )
    params.has_social_cues = WeightedChoice(
      choices=[1, 0],
      weights=[8, 2],
      unit=userid
    )

Crosstabs

sim_users = [VotingExperiment(userid=i).get_params() for i in xrange(2000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['button_text', 'has_social_cues']).size()

INFO:VotingExperiment:{"inputs": {"userid": 0}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 3}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 4}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 5}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 6}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 7}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 8}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 9}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 10}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 11}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 12}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 13}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 14}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 15}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 16}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 17}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 18}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 19}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 20}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 21}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 22}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 23}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 24}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 25}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 26}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 27}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 28}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 29}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 30}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 31}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 32}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 33}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 34}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 35}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 36}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 37}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 38}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 39}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 40}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 41}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 42}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 43}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 44}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 45}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 46}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 47}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 48}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126913, "salt": "VotingExperiment", "event": "exposure"}

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INFO:VotingExperiment:{"inputs": {"userid": 1968}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1969}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1970}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1971}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1972}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1973}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1974}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1975}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1976}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1977}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1978}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1979}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1980}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1981}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1982}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1983}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1984}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1985}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1986}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1987}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1988}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1989}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 0}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1990}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1991}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1992}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1993}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1994}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1995}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 0}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1996}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1997}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1998}, "name": "VotingExperiment", "params": {"button_text": "I'm a voter", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1999}, "name": "VotingExperiment", "params": {"button_text": "I'm voting", "has_social_cues": 1}, "time": 1432126914, "salt": "VotingExperiment", "event": "exposure"}

button_text  has_social_cues
I'm a voter  0                  191
             1                  793
I'm voting   0                  191
             1                  825
dtype: int64

Arbitrary cell probabilites in a factorial design

Consider the case where there are organizational factors that limit the size of your experiment. For example, if in a hypothetical get out the vote experiment at Facebook only 5% of the users could be used as part of an experiment used to evaluate the effects of various encouragements to vote.

Because of this, the experimenters decided they wanted to assign users with a matrix of probabilities like:

$$ \left[ \begin{array}{ l c c } & \text{has megaphone} & \text{no megaphone} \\ \text{has feed} & 0.95 & 0.015 \\ \text{no feed} & 0.02 & 0.015 \end{array} \right]$$

There are multiple ways to do this.

Method 1: Conditional probabilities

Method 1 first assigns users to see or not see the megaphone with probability 0.97. Half of those 3% are then assigned to see feed stories about voting, while 98% of those who see megaphones are assigned to the see the stories. This produces the assignment probabilities given about.

class VotingExperiment(SimpleExperiment):
  def assign(self, params, userid):
    params.has_megaphone = BernoulliTrial(
      p=0.97,
      unit=userid
    )
    cond_probs = [0.5, 0.98]
    params.has_feed = BernoulliTrial(
      p=cond_probs[params.has_megaphone],
      unit=userid
    )

sim_users = [VotingExperiment(userid=i).get_params() for i in xrange(10000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['has_feed', 'has_megaphone']).size()

INFO:VotingExperiment:{"inputs": {"userid": 0}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126915, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126915, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126915, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 3}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126915, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 4}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126915, "salt": "VotingExperiment", "event": "exposure"}

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INFO:VotingExperiment:{"inputs": {"userid": 19}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126915, "salt": "VotingExperiment", "event": "exposure"}

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INFO:VotingExperiment:{"inputs": {"userid": 2457}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2458}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2459}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2460}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2461}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2462}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2463}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2464}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2465}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2466}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2467}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2468}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2469}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2470}, "name": "VotingExperiment", "params": {"has_megaphone": 0, "has_feed": 0}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2471}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2472}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2473}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2474}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2475}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2476}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2477}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2478}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2479}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2480}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2481}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2482}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2483}, "name": "VotingExperiment", "params": {"has_megaphone": 1, "has_feed": 1}, "time": 1432126917, "salt": "VotingExperiment", "event": "exposure"}

Method 2: Binary encoding of cell positions

Method 2 selects the four conditions with their respective probabilities from a flat list. It then picks out elements of an array corresponding to the cell positions. For a very small number of subjects, this method will produce slightly more imbalance, but for larger N it will acheive similar levels of balance compared to method 1.

class VotingExperiment(SimpleExperiment):
  def assign(self, params, userid):
    params.idx = WeightedChoice(
      choices=[0, 1, 2, 3],
      weights=[0.95, 0.02, 0.015, 0.015],
      unit=userid
    )
    params.has_megaphone = [1,1,0,0][params.idx]
    params.has_feed = [1,0,1,0][params.idx]

Crosstabs

sim_users = [VotingExperiment(userid=i).get_params() for i in xrange(10000)]
assignments = pd.DataFrame.from_dict(sim_users)
print assignments.groupby(['has_feed', 'has_megaphone']).size()

INFO:VotingExperiment:{"inputs": {"userid": 0}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 1}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 3}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 4}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 5}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 6}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 7}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 8}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 9}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 10}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 11}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 12}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 13}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 14}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 15}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 16}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 17}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 18}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 19}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 20}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 21}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 22}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 23}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 24}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 25}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 26}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 27}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 28}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 29}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 30}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 31}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 32}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 33}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 34}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 35}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 36}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 37}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 38}, "name": "VotingExperiment", "params": {"idx": 1, "has_megaphone": 1, "has_feed": 0}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 39}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 40}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 41}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 42}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 43}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 44}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 45}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 46}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 47}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 48}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 49}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 50}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 51}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 52}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 53}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 54}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 55}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 56}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 57}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 58}, "name": "VotingExperiment", "params": {"idx": 3, "has_megaphone": 0, "has_feed": 0}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 59}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 60}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 61}, "name": "VotingExperiment", "params": {"idx": 1, "has_megaphone": 1, "has_feed": 0}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 62}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 63}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 64}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 65}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 66}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 67}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 68}, "name": "VotingExperiment", "params": {"idx": 1, "has_megaphone": 1, "has_feed": 0}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 69}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 70}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 71}, "name": "VotingExperiment", "params": {"idx": 1, "has_megaphone": 1, "has_feed": 0}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 72}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 73}, "name": "VotingExperiment", "params": {"idx": 2, "has_megaphone": 0, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 74}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 75}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126952, "salt": "VotingExperiment", "event": "exposure"}

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INFO:VotingExperiment:{"inputs": {"userid": 2409}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2410}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2411}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2412}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2413}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2414}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2415}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2416}, "name": "VotingExperiment", "params": {"idx": 3, "has_megaphone": 0, "has_feed": 0}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2417}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2418}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2419}, "name": "VotingExperiment", "params": {"idx": 3, "has_megaphone": 0, "has_feed": 0}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2420}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2421}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2422}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2423}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2424}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2425}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2426}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2427}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2428}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2429}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2430}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2431}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2432}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2433}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2434}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2435}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2436}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2437}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2438}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2439}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2440}, "name": "VotingExperiment", "params": {"idx": 1, "has_megaphone": 1, "has_feed": 0}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2441}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2442}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2443}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2444}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2445}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2446}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2447}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2448}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2449}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2450}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2451}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2452}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2453}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2454}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2455}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2456}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2457}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2458}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2459}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2460}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2461}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2462}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2463}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2464}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2465}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2466}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2467}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2468}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2469}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2470}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2471}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2472}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2473}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2474}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2475}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2476}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2477}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2478}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2479}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2480}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2481}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2482}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2483}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2484}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2485}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2486}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2487}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2488}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2489}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2490}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2491}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2492}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2493}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

INFO:VotingExperiment:{"inputs": {"userid": 2494}, "name": "VotingExperiment", "params": {"idx": 0, "has_megaphone": 1, "has_feed": 1}, "time": 1432126953, "salt": "VotingExperiment", "event": "exposure"}

More than two factor levels

Small changes in appearance can have significant effects on individual behavior. Google is infamous for testing 41 different shades of blue for their link colors. Let's implement that experiment.

class ColorExperiment(SimpleExperiment):
  def assign(self, params, userid):
    params.blue_value = RandomInteger(
        min=215,
        max=255,
        unit=userid
    )
    params.link_color = '#0000%s' % format(params.blue_value, '02x')

ColorExperiment(userid=10).get_params()

INFO:ColorExperiment:{"inputs": {"userid": 10}, "name": "ColorExperiment", "params": {"blue_value": 238, "link_color": "#0000ee"}, "time": 1432126988, "salt": "ColorExperiment", "event": "exposure"}

{'blue_value': 238, 'link_color': '#0000ee'}

Sample data

sim_users = [ColorExperiment(userid=i).get_params() for i in xrange(20000)]
assignments = pd.DataFrame.from_dict(sim_users)

INFO:ColorExperiment:{"inputs": {"userid": 0}, "name": "ColorExperiment", "params": {"blue_value": 231, "link_color": "#0000e7"}, "time": 1432126988, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 1}, "name": "ColorExperiment", "params": {"blue_value": 223, "link_color": "#0000df"}, "time": 1432126988, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2}, "name": "ColorExperiment", "params": {"blue_value": 226, "link_color": "#0000e2"}, "time": 1432126988, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 3}, "name": "ColorExperiment", "params": {"blue_value": 242, "link_color": "#0000f2"}, "time": 1432126988, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 4}, "name": "ColorExperiment", "params": {"blue_value": 247, "link_color": "#0000f7"}, "time": 1432126988, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 5}, "name": "ColorExperiment", "params": {"blue_value": 235, "link_color": "#0000eb"}, "time": 1432126988, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 6}, "name": "ColorExperiment", "params": {"blue_value": 225, "link_color": "#0000e1"}, "time": 1432126988, "salt": "ColorExperiment", "event": "exposure"}

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INFO:ColorExperiment:{"inputs": {"userid": 2476}, "name": "ColorExperiment", "params": {"blue_value": 221, "link_color": "#0000dd"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2477}, "name": "ColorExperiment", "params": {"blue_value": 253, "link_color": "#0000fd"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2478}, "name": "ColorExperiment", "params": {"blue_value": 221, "link_color": "#0000dd"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2479}, "name": "ColorExperiment", "params": {"blue_value": 228, "link_color": "#0000e4"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2480}, "name": "ColorExperiment", "params": {"blue_value": 217, "link_color": "#0000d9"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2481}, "name": "ColorExperiment", "params": {"blue_value": 243, "link_color": "#0000f3"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2482}, "name": "ColorExperiment", "params": {"blue_value": 248, "link_color": "#0000f8"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2483}, "name": "ColorExperiment", "params": {"blue_value": 218, "link_color": "#0000da"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2484}, "name": "ColorExperiment", "params": {"blue_value": 251, "link_color": "#0000fb"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2485}, "name": "ColorExperiment", "params": {"blue_value": 245, "link_color": "#0000f5"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2486}, "name": "ColorExperiment", "params": {"blue_value": 247, "link_color": "#0000f7"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2487}, "name": "ColorExperiment", "params": {"blue_value": 248, "link_color": "#0000f8"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2488}, "name": "ColorExperiment", "params": {"blue_value": 254, "link_color": "#0000fe"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

INFO:ColorExperiment:{"inputs": {"userid": 2489}, "name": "ColorExperiment", "params": {"blue_value": 239, "link_color": "#0000ef"}, "time": 1432126989, "salt": "ColorExperiment", "event": "exposure"}

assignments[:5]

	blue_value	link_color
0	231	#0000e7
1	223	#0000df
2	226	#0000e2
3	242	#0000f2
4	247	#0000f7

assignments['blue_value'].hist(bins=41);

Within-subjects designs (simple random assignment)

In some cases you might want to assign user-item pairs or user-session pairs to parameters. You can do this by simply passing more units into assign() and applying multiple units.

class SelectiveExposureExperiment(SimpleExperiment):
  def assign(self, params, subjectid, url):
    params.has_source_cues = BernoulliTrial(p=0.5, unit=subjectid)
    params.has_social_cues = BernoulliTrial(p=0.5, unit=subjectid)
    
    if params.has_source_cues:
      sources = ['Fox News','USA Today', 'CNN', 'MSNBC']
      params.source = UniformChoice(
        choices=sources,
        unit=[subjectid, url]
      )

Within-subjects designs (balanced random assignment)

If there are a small number of URLs in the case above, it is sometimes possible to not select a particular source, or disproportionately select one source. If a complete list of URLs is known in advance, it is possible to acheive complete balance by permuting a pre-constructed list of sources containing an exactly balanced list. The following code cycles through all sources, so that e.g., if there are 6 URLs, each source appears exactly twice. It also shuffles the URLs (in a deterministic fashion).

from itertools import cycle, islice

class SelectiveExposureExperiment(SimpleExperiment):
  def assign(self, params, subjectid, urls): 
    params.shuffled_urls = Sample(choices=urls, unit=subjectid)
    
    params.has_source_cues = BernoulliTrial(p=0.5, unit=subjectid)
    params.has_social_cues = BernoulliTrial(p=0.5, unit=subjectid)
    
    if params.has_source_cues:
      balanced_sources = list(islice(cycle(['Fox News','USA Today', 'CNN', 'MSNBC']), len(urls)))
      params.shuffled_sources = Sample(choices=balanced_sources, unit=subjectid)

ex_urls = ['http://reuters.com/article%s.html' % i for i in xrange(8)]

subject = 18
e = SelectiveExposureExperiment(subjectid=subject, urls=ex_urls)
pd.DataFrame.from_dict(e.get_params())

INFO:SelectiveExposureExperiment:{"inputs": {"urls": ["http://reuters.com/article0.html", "http://reuters.com/article1.html", "http://reuters.com/article2.html", "http://reuters.com/article3.html", "http://reuters.com/article4.html", "http://reuters.com/article5.html", "http://reuters.com/article6.html", "http://reuters.com/article7.html"], "subjectid": 18}, "name": "SelectiveExposureExperiment", "params": {"has_source_cues": 1, "has_social_cues": 0, "shuffled_sources": ["USA Today", "MSNBC", "CNN", "CNN", "USA Today", "Fox News", "MSNBC", "Fox News"], "shuffled_urls": ["http://reuters.com/article1.html", "http://reuters.com/article5.html", "http://reuters.com/article2.html", "http://reuters.com/article6.html", "http://reuters.com/article4.html", "http://reuters.com/article3.html", "http://reuters.com/article7.html", "http://reuters.com/article0.html"]}, "time": 1432127027, "salt": "SelectiveExposureExperiment", "event": "exposure"}

	has_social_cues	has_source_cues	shuffled_sources	shuffled_urls
0	0	1	USA Today	http://reuters.com/article1.html
1	0	1	MSNBC	http://reuters.com/article5.html
2	0	1	CNN	http://reuters.com/article2.html
3	0	1	CNN	http://reuters.com/article6.html
4	0	1	USA Today	http://reuters.com/article4.html
5	0	1	Fox News	http://reuters.com/article3.html
6	0	1	MSNBC	http://reuters.com/article7.html
7	0	1	Fox News	http://reuters.com/article0.html

Clustered randomized assignment

Random assignment can also occur at the cluster level. For example, a course on MOOCs might randomize classes into treatment conditions. Here, course ID, rather than the student ID, is used for random assignment. Note that while the student ID is not actually used for random assignment, it is still useful to pass it in to the experiment object for logging purposes.

class BadgeExperiment(SimpleExperiment):
  def assign(self, params, studentid, courseid):
    params.has_faces = BernoulliTrial(p=0.8, unit=courseid)

Stepped-wedge design

Stepped wedge designs expose subjects or clusters of subjects to treatments at a certain random point in time. This can improve precision when there are time-correlated exogenous events that may affect subjects' behaviors, or when there are constraints on how rapidly you can roll out treatments.

class BadgeExperiment(SimpleExperiment):
  def assign(self, params, studentid, courseid, week):
    params.rollout_week = RandomInteger(
      min=0,
      max=8,
      unit=courseid
    )
    if week >= params.rollout_week:
      params.has_faces = 1
    else:
      params.has_faces = 0

Demo of time-based rollout

example_course = 17
e = BadgeExperiment(studentid=2, courseid=example_course, week=0)
rollout_week = e.get('rollout_week')
print 'The badge rollout for course %s is %s...' % (example_course, rollout_week)

for week in xrange(9):
  exp = BadgeExperiment(studentid=2, courseid=example_course, week=week)
  print 'week %s: has_faces = %s ' % (week, exp.get('has_faces'))

INFO:BadgeExperiment:{"inputs": {"week": 0, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 0}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

INFO:BadgeExperiment:{"inputs": {"week": 0, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 0}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

INFO:BadgeExperiment:{"inputs": {"week": 1, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 0}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

INFO:BadgeExperiment:{"inputs": {"week": 2, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 1}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

INFO:BadgeExperiment:{"inputs": {"week": 3, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 1}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

INFO:BadgeExperiment:{"inputs": {"week": 4, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 1}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

INFO:BadgeExperiment:{"inputs": {"week": 5, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 1}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

INFO:BadgeExperiment:{"inputs": {"week": 6, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 1}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

INFO:BadgeExperiment:{"inputs": {"week": 7, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 1}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

INFO:BadgeExperiment:{"inputs": {"week": 8, "courseid": 17, "studentid": 2}, "name": "BadgeExperiment", "params": {"rollout_week": 2, "has_faces": 1}, "time": 1432127027, "salt": "BadgeExperiment", "event": "exposure"}

The badge rollout for course 17 is 2...
week 0: has_faces = 0 
week 1: has_faces = 0 
week 2: has_faces = 1 
week 3: has_faces = 1 
week 4: has_faces = 1 
week 5: has_faces = 1 
week 6: has_faces = 1 
week 7: has_faces = 1 
week 8: has_faces = 1 

Social cues experiment

Let's consider a social cues experiment where an individual has a certain number of friends that we might show in association with a page, and we want to deterministically randomly sample from some subset of those friends. This is the setup from Social Influence in Social Advertising: Evidence from Field Experiments.

class CueExperiment(SimpleExperiment):
  def assign(self, params, userid, page, friends):
    params.num_friends_shown = RandomInteger(
      min=0,
      max=min(3, len(friends)),
      unit=[userid, page]
    )
    params.friends_shown = Sample(
      choices=friends,
      draws=params.num_friends_shown,
      unit=[userid, page]
    )

some_friends = ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"]

for pid in xrange(12):
    print CueExperiment(userid=6, page=pid, friends=some_friends).get('friends_shown')

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 0}, "name": "CueExperiment", "params": {"friends_shown": ["Moira"], "num_friends_shown": 1}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 1}, "name": "CueExperiment", "params": {"friends_shown": [], "num_friends_shown": 0}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 2}, "name": "CueExperiment", "params": {"friends_shown": [], "num_friends_shown": 0}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 3}, "name": "CueExperiment", "params": {"friends_shown": [], "num_friends_shown": 0}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 4}, "name": "CueExperiment", "params": {"friends_shown": ["Ronald", "Annie"], "num_friends_shown": 2}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 5}, "name": "CueExperiment", "params": {"friends_shown": ["Dean", "Sean", "Cat"], "num_friends_shown": 3}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 6}, "name": "CueExperiment", "params": {"friends_shown": ["Mike", "Ronald", "Annie"], "num_friends_shown": 3}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 7}, "name": "CueExperiment", "params": {"friends_shown": ["Ronald", "Solomon", "Mike"], "num_friends_shown": 3}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 8}, "name": "CueExperiment", "params": {"friends_shown": ["Moira", "Sean", "Solomon"], "num_friends_shown": 3}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 9}, "name": "CueExperiment", "params": {"friends_shown": [], "num_friends_shown": 0}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 10}, "name": "CueExperiment", "params": {"friends_shown": ["Annie", "Sean", "Cat"], "num_friends_shown": 3}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

INFO:CueExperiment:{"inputs": {"friends": ["Sean", "Cat", "Solomon", "Dean", "Annie", "Moira", "Ronald", "Mike"], "userid": 6, "page": 11}, "name": "CueExperiment", "params": {"friends_shown": [], "num_friends_shown": 0}, "time": 1432127027, "salt": "CueExperiment", "event": "exposure"}

['Moira']
[]
[]
[]
['Ronald', 'Annie']
['Dean', 'Sean', 'Cat']
['Mike', 'Ronald', 'Annie']
['Ronald', 'Solomon', 'Mike']
['Moira', 'Sean', 'Solomon']
[]
['Annie', 'Sean', 'Cat']
[]

More complex between subjects experiment

• How does feedback affect content production?
• Use experiments to modulate feedback a focal subject receives by varying encouragements for peers to provide feedback.

class ContentExperiment(SimpleExperiment):
  def assign(self, params, producerid, storyid, viewerid):
    params.p = RandomFloat(
        min=0,
        max=1,
        unit=producerid
    )
    params.collapse = BernoulliTrial(
        p=params.p,
        unit=[storyid, viewerid]
    )

Each user has some overall probability that viewers of their story will see an expanded version of their post. Expanded versions receive more feedback. Subjects are assigned some proportion of impressions of their stories to be expanded. The expand parameter is assigned using both the post and the viewer, so that different posts and different viewers may see the story epxnaded some times but not others.

def sim_impressions(producerid, storyid):
    viewers = range(5)
    sim_users = [ContentExperiment(producerid=producerid, storyid=storyid, viewerid=viewerid).get_params() for viewerid in viewers]
    df = pd.DataFrame.from_dict(sim_users)
    df['producerid'] = producerid
    df['storyid'] = storyid
    df['viewerid'] = viewers
    return df

With a few different producers...

sim_impressions(producerid=10, storyid=2)

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 0, "producerid": 10}, "name": "ContentExperiment", "params": {"p": 0.1271672670380965, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 1, "producerid": 10}, "name": "ContentExperiment", "params": {"p": 0.1271672670380965, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 2, "producerid": 10}, "name": "ContentExperiment", "params": {"p": 0.1271672670380965, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 3, "producerid": 10}, "name": "ContentExperiment", "params": {"p": 0.1271672670380965, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 4, "producerid": 10}, "name": "ContentExperiment", "params": {"p": 0.1271672670380965, "collapse": 1}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

	collapse	p	producerid	storyid	viewerid
0	0	0.127167	10	2	0
1	0	0.127167	10	2	1
2	0	0.127167	10	2	2
3	0	0.127167	10	2	3
4	1	0.127167	10	2	4

With a few different producers...

sim_impressions(producerid=17, storyid=2)

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 0, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 1, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 1}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 2, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 1}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 3, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 2, "viewerid": 4, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 1}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

	collapse	p	producerid	storyid	viewerid
0	0	0.247221	17	2	0
1	1	0.247221	17	2	1
2	1	0.247221	17	2	2
3	0	0.247221	17	2	3
4	1	0.247221	17	2	4

With different stories...

sim_impressions(producerid=17, storyid=4)

INFO:ContentExperiment:{"inputs": {"storyid": 4, "viewerid": 0, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 4, "viewerid": 1, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 4, "viewerid": 2, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 4, "viewerid": 3, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 1}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 4, "viewerid": 4, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127027, "salt": "ContentExperiment", "event": "exposure"}

	collapse	p	producerid	storyid	viewerid
0	0	0.247221	17	4	0
1	0	0.247221	17	4	1
2	0	0.247221	17	4	2
3	1	0.247221	17	4	3
4	0	0.247221	17	4	4

With different stories

sim_impressions(producerid=17, storyid=15)

INFO:ContentExperiment:{"inputs": {"storyid": 15, "viewerid": 0, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127028, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 15, "viewerid": 1, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127028, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 15, "viewerid": 2, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127028, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 15, "viewerid": 3, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127028, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 15, "viewerid": 4, "producerid": 17}, "name": "ContentExperiment", "params": {"p": 0.2472206577150253, "collapse": 0}, "time": 1432127028, "salt": "ContentExperiment", "event": "exposure"}

	collapse	p	producerid	storyid	viewerid
0	0	0.247221	17	15	0
1	0	0.247221	17	15	1
2	0	0.247221	17	15	2
3	0	0.247221	17	15	3
4	0	0.247221	17	15	4

Different units identify different effects: Like hearding

Assigning p based on storyid lets you study like hearding

class ContentExperiment(SimpleExperiment):
  def assign(self, params, producerid, storyid, viewerid):
    params.p = RandomFloat(
        min=0,
        max=1,
        unit=storyid
    )
    params.expand = BernoulliTrial(
        p=params.p,
        unit=[storyid, viewerid]
    )

Different units identify different effects: Reciprocity

Assigning p based on [viewerid, producerid] pairs lets you study reciprocity

class ContentExperiment(SimpleExperiment):
  def assign(self, params, producerid, storyid, viewerid):
    params.p = RandomFloat(
        min=0,
        max=1,
        unit=[viewerid, producerid]
    )
    params.expand = BernoulliTrial(
        p=params.p,
        unit=[storyid, viewerid]
    )

print(ContentExperiment(producerid=15, viewerid=10, storyid=5).get_params())
print(ContentExperiment(producerid=10, viewerid=15, storyid=5).get_params())

INFO:ContentExperiment:{"inputs": {"storyid": 5, "viewerid": 10, "producerid": 15}, "name": "ContentExperiment", "params": {"p": 0.030437160838049815, "expand": 0}, "time": 1432127028, "salt": "ContentExperiment", "event": "exposure"}

INFO:ContentExperiment:{"inputs": {"storyid": 5, "viewerid": 15, "producerid": 10}, "name": "ContentExperiment", "params": {"p": 0.9415213152009192, "expand": 1}, "time": 1432127028, "salt": "ContentExperiment", "event": "exposure"}

{'p': 0.030437160838049815, 'expand': 0}
{'p': 0.9415213152009192, 'expand': 1}

Exercise: How can you encourage dyads in both directions direction?

• Create an experiment called ContentExperiment2 where the same p is assigned to pairs of users no matter who the viewer is
• One possible solution will produce assignments that looks like:

print(ContentExperiment2(producerid=15, viewerid=10, storyid=5).get_params()) print(ContentExperiment2(producerid=10, viewerid=15, storyid=5).get_params())

Exercise: Design the selective exposure experiment in PlanOut

• Show 3 stories from a set of 10 stories (assume stories are in a list)
• Randomly assign each story to a source cue, Fox News, MSNBC, or CNN
• Stories should be able to be any any of the 3 positions, and source cues should appear in any of the 3 positions